Dataset statistics
| Number of variables | 7 |
|---|---|
| Number of observations | 977 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 61.1 KiB |
| Average record size in memory | 64.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 6 |
ATR_15 is highly overall correlated with ATR_Diff | High correlation |
ATR_Diff is highly overall correlated with ATR_15 | High correlation |
Date has unique values | Unique |
Volatility has unique values | Unique |
ATR has unique values | Unique |
ATR_Diff has unique values | Unique |
ATR_AvgDiff has unique values | Unique |
Volatility_Pct has 282 (28.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-12 21:18:36.285399 |
|---|---|
| Analysis finished | 2023-08-12 21:18:38.927382 |
| Duration | 2.64 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
Date
Date
UNIQUE 
| Distinct | 977 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 KiB |
| Minimum | 2019-09-04 00:00:00 |
|---|---|
| Maximum | 2023-07-21 00:00:00 |
Histogram with fixed size bins (bins=50)
Volatility
Real number (ℝ)
UNIQUE 
| Distinct | 977 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29795413 |
| Minimum | 0.1366133 |
|---|---|
| Maximum | 0.67081013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.1366133 |
|---|---|
| 5-th percentile | 0.1464568 |
| Q1 | 0.19503982 |
| median | 0.25302141 |
| Q3 | 0.38528347 |
| 95-th percentile | 0.58659976 |
| Maximum | 0.67081013 |
| Range | 0.53419684 |
| Interquartile range (IQR) | 0.19024365 |
Descriptive statistics
| Standard deviation | 0.13212256 |
|---|---|
| Coefficient of variation (CV) | 0.44343256 |
| Kurtosis | -0.15195204 |
| Mean | 0.29795413 |
| Median Absolute Deviation (MAD) | 0.086652933 |
| Skewness | 0.87184766 |
| Sum | 291.10118 |
| Variance | 0.017456371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6310849613 | 1 | 0.1% |
| 0.1446476957 | 1 | 0.1% |
| 0.1403134024 | 1 | 0.1% |
| 0.1397774805 | 1 | 0.1% |
| 0.1390928109 | 1 | 0.1% |
| 0.1366132991 | 1 | 0.1% |
| 0.1372687538 | 1 | 0.1% |
| 0.1401639691 | 1 | 0.1% |
| 0.1398328631 | 1 | 0.1% |
| 0.1371712688 | 1 | 0.1% |
| Other values (967) | 967 |
| Value | Count | Frequency (%) |
| 0.1366132991 | 1 | |
| 0.1371712688 | 1 | |
| 0.1372687538 | 1 | |
| 0.1390928109 | 1 | |
| 0.1391284685 | 1 | |
| 0.1397774805 | 1 | |
| 0.1398328631 | 1 | |
| 0.1401434062 | 1 | |
| 0.1401639691 | 1 | |
| 0.1403134024 | 1 |
| Value | Count | Frequency (%) |
| 0.6708101342 | 1 | |
| 0.6637969 | 1 | |
| 0.6634223563 | 1 | |
| 0.656498302 | 1 | |
| 0.6533745299 | 1 | |
| 0.6381838394 | 1 | |
| 0.6344517332 | 1 | |
| 0.6320163622 | 1 | |
| 0.6310849613 | 1 | |
| 0.6310701205 | 1 |
Volatility_Pct
Real number (ℝ)
ZEROS 
| Distinct | 608 |
|---|---|
| Distinct (%) | 62.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33547262 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 282 |
| Zeros (%) | 28.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.17325386 |
| Q3 | 0.64662994 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.64662994 |
Descriptive statistics
| Standard deviation | 0.36780011 |
|---|---|
| Coefficient of variation (CV) | 1.096364 |
| Kurtosis | -1.0568009 |
| Mean | 0.33547262 |
| Median Absolute Deviation (MAD) | 0.17325386 |
| Skewness | 0.7058518 |
| Sum | 327.75675 |
| Variance | 0.13527692 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 89 | 9.1% |
| 0.5122979073 | 1 | 0.1% |
| 0.6788182219 | 1 | 0.1% |
| 0.02597071167 | 1 | 0.1% |
| 0.1406861954 | 1 | 0.1% |
| 0.1275669697 | 1 | 0.1% |
| 0.02595158352 | 1 | 0.1% |
| 0.1962605414 | 1 | 0.1% |
| 0.4053262474 | 1 | 0.1% |
| Other values (598) | 598 |
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 0.0001172363013 | 1 | 0.1% |
| 0.0007118102455 | 1 | 0.1% |
| 0.002919963636 | 1 | 0.1% |
| 0.003504825518 | 1 | 0.1% |
| 0.004206914882 | 1 | 0.1% |
| 0.004494435195 | 1 | 0.1% |
| 0.004770500663 | 1 | 0.1% |
| 0.005314884833 | 1 | 0.1% |
| 0.005848173519 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 89 | |
| 0.9998854605 | 1 | 0.1% |
| 0.9982278854 | 1 | 0.1% |
| 0.9968303108 | 1 | 0.1% |
| 0.9962741184 | 1 | 0.1% |
| 0.993797333 | 1 | 0.1% |
| 0.9930661682 | 1 | 0.1% |
| 0.9876516458 | 1 | 0.1% |
| 0.9862088751 | 1 | 0.1% |
| 0.9861750143 | 1 | 0.1% |
ATR
Real number (ℝ)
UNIQUE 
| Distinct | 977 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2702778 |
| Minimum | 0.90546456 |
|---|---|
| Maximum | 5.8828374 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.90546456 |
|---|---|
| 5-th percentile | 1.0389449 |
| Q1 | 2.5343863 |
| median | 3.2335128 |
| Q3 | 4.1748603 |
| 95-th percentile | 5.1046306 |
| Maximum | 5.8828374 |
| Range | 4.9773728 |
| Interquartile range (IQR) | 1.6404739 |
Descriptive statistics
| Standard deviation | 1.1865822 |
|---|---|
| Coefficient of variation (CV) | 0.36283835 |
| Kurtosis | -0.5811186 |
| Mean | 3.2702778 |
| Median Absolute Deviation (MAD) | 0.84798792 |
| Skewness | -0.16912985 |
| Sum | 3195.0614 |
| Variance | 1.4079773 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.167241699 | 1 | 0.1% |
| 4.741016299 | 1 | 0.1% |
| 4.697285309 | 1 | 0.1% |
| 4.550799622 | 1 | 0.1% |
| 4.494079647 | 1 | 0.1% |
| 4.41980767 | 1 | 0.1% |
| 4.317820492 | 1 | 0.1% |
| 4.269965793 | 1 | 0.1% |
| 4.179968073 | 1 | 0.1% |
| 4.177970202 | 1 | 0.1% |
| Other values (967) | 967 |
| Value | Count | Frequency (%) |
| 0.905464563 | 1 | |
| 0.9066684064 | 1 | |
| 0.9127608861 | 1 | |
| 0.9215571793 | 1 | |
| 0.9237669254 | 1 | |
| 0.9307161497 | 1 | |
| 0.9309350304 | 1 | |
| 0.9329580923 | 1 | |
| 0.9337120317 | 1 | |
| 0.936120034 | 1 |
| Value | Count | Frequency (%) |
| 5.882837382 | 1 | |
| 5.865981556 | 1 | |
| 5.856916119 | 1 | |
| 5.8121665 | 1 | |
| 5.795436394 | 1 | |
| 5.7913554 | 1 | |
| 5.790824708 | 1 | |
| 5.780144954 | 1 | |
| 5.729468623 | 1 | |
| 5.694455045 | 1 |
ATR_15
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 858 |
|---|---|
| Distinct (%) | 87.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.709089 |
| Minimum | 0.03 |
|---|---|
| Maximum | 27.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 0.69 |
| Q1 | 3.41 |
| median | 6.82 |
| Q3 | 11.16 |
| 95-th percentile | 17.818 |
| Maximum | 27.58 |
| Range | 27.55 |
| Interquartile range (IQR) | 7.75 |
Descriptive statistics
| Standard deviation | 5.36862 |
|---|---|
| Coefficient of variation (CV) | 0.69640134 |
| Kurtosis | 0.14168657 |
| Mean | 7.709089 |
| Median Absolute Deviation (MAD) | 3.74 |
| Skewness | 0.75895327 |
| Sum | 7531.78 |
| Variance | 28.82208 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.25 | 4 | 0.4% |
| 2.25 | 4 | 0.4% |
| 5.97 | 4 | 0.4% |
| 1.02 | 3 | 0.3% |
| 7.03 | 3 | 0.3% |
| 2.54 | 3 | 0.3% |
| 5.91 | 3 | 0.3% |
| 6.77 | 3 | 0.3% |
| 4.08 | 3 | 0.3% |
| 4.17 | 3 | 0.3% |
| Other values (848) | 944 |
| Value | Count | Frequency (%) |
| 0.03 | 2 | |
| 0.04 | 1 | |
| 0.05 | 1 | |
| 0.08 | 1 | |
| 0.09 | 1 | |
| 0.12 | 1 | |
| 0.13 | 1 | |
| 0.19 | 1 | |
| 0.2 | 1 | |
| 0.22 | 1 |
| Value | Count | Frequency (%) |
| 27.58 | 1 | |
| 26.58 | 1 | |
| 25.86 | 1 | |
| 25.08 | 1 | |
| 24.36 | 1 | |
| 23.84 | 1 | |
| 23.44 | 1 | |
| 22.77 | 1 | |
| 22.08 | 1 | |
| 22.06 | 1 |
ATR_Diff
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 977 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4388113 |
| Minimum | -5.5094686 |
|---|---|
| Maximum | 23.184721 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 225 |
| Negative (%) | 23.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | -5.5094686 |
|---|---|
| 5-th percentile | -2.9162231 |
| Q1 | 0.39668293 |
| median | 3.9462028 |
| Q3 | 7.4768289 |
| 95-th percentile | 13.926647 |
| Maximum | 23.184721 |
| Range | 28.69419 |
| Interquartile range (IQR) | 7.080146 |
Descriptive statistics
| Standard deviation | 5.2665736 |
|---|---|
| Coefficient of variation (CV) | 1.1864829 |
| Kurtosis | 0.18124057 |
| Mean | 4.4388113 |
| Median Absolute Deviation (MAD) | 3.5371035 |
| Skewness | 0.64547476 |
| Sum | 4336.7186 |
| Variance | 27.736798 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.712758301 | 1 | 0.1% |
| -3.591016299 | 1 | 0.1% |
| 4.002714691 | 1 | 0.1% |
| 5.019200378 | 1 | 0.1% |
| 3.635920353 | 1 | 0.1% |
| 7.21019233 | 1 | 0.1% |
| 6.932179508 | 1 | 0.1% |
| 8.440034207 | 1 | 0.1% |
| 7.150031927 | 1 | 0.1% |
| 17.2720298 | 1 | 0.1% |
| Other values (967) | 967 |
| Value | Count | Frequency (%) |
| -5.509468623 | 1 | |
| -4.881052911 | 1 | |
| -4.869806296 | 1 | |
| -4.8313554 | 1 | |
| -4.749977251 | 1 | |
| -4.564948545 | 1 | |
| -4.530582925 | 1 | |
| -4.38966032 | 1 | |
| -4.383409544 | 1 | |
| -4.345459425 | 1 |
| Value | Count | Frequency (%) |
| 23.18472134 | 1 | |
| 22.64425242 | 1 | |
| 21.41819454 | 1 | |
| 21.25921579 | 1 | |
| 21.1890908 | 1 | |
| 20.02163303 | 1 | |
| 19.68689867 | 1 | |
| 19.59062348 | 1 | |
| 19.55209658 | 1 | |
| 19.4892984 | 1 |
ATR_AvgDiff
Real number (ℝ)
UNIQUE 
| Distinct | 977 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3949329 |
| Minimum | -2.0317118 |
|---|---|
| Maximum | 15.712869 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 56 |
| Negative (%) | 5.7% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | -2.0317118 |
|---|---|
| 5-th percentile | -0.17625228 |
| Q1 | 1.9940687 |
| median | 3.9074231 |
| Q3 | 6.1502215 |
| 95-th percentile | 10.838367 |
| Maximum | 15.712869 |
| Range | 17.74458 |
| Interquartile range (IQR) | 4.1561528 |
Descriptive statistics
| Standard deviation | 3.2854393 |
|---|---|
| Coefficient of variation (CV) | 0.74755164 |
| Kurtosis | 0.57044928 |
| Mean | 4.3949329 |
| Median Absolute Deviation (MAD) | 2.0607679 |
| Skewness | 0.78744531 |
| Sum | 4293.8494 |
| Variance | 10.794111 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.577137045 | 1 | 0.1% |
| 7.798422898 | 1 | 0.1% |
| 7.612113577 | 1 | 0.1% |
| 7.483794894 | 1 | 0.1% |
| 6.955541901 | 1 | 0.1% |
| 6.33166133 | 1 | 0.1% |
| 6.137061686 | 1 | 0.1% |
| 5.968190906 | 1 | 0.1% |
| 5.481555957 | 1 | 0.1% |
| 5.123407782 | 1 | 0.1% |
| Other values (967) | 967 |
| Value | Count | Frequency (%) |
| -2.03171178 | 1 | |
| -2.003310241 | 1 | |
| -1.914353217 | 1 | |
| -1.694689544 | 1 | |
| -1.600729669 | 1 | |
| -1.334777201 | 1 | |
| -1.24759462 | 1 | |
| -1.206834035 | 1 | |
| -1.085231919 | 1 | |
| -1.022236499 | 1 |
| Value | Count | Frequency (%) |
| 15.7128686 | 1 | |
| 15.61554969 | 1 | |
| 15.39119067 | 1 | |
| 15.14584714 | 1 | |
| 15.01183622 | 1 | |
| 14.94826684 | 1 | |
| 14.87104134 | 1 | |
| 14.82644357 | 1 | |
| 14.81211572 | 1 | |
| 14.58485514 | 1 |
| Volatility | Volatility_Pct | ATR | ATR_15 | ATR_Diff | ATR_AvgDiff | |
|---|---|---|---|---|---|---|
| Volatility | 1.000 | -0.036 | -0.418 | -0.205 | -0.102 | -0.208 |
| Volatility_Pct | -0.036 | 1.000 | 0.498 | 0.072 | -0.043 | -0.039 |
| ATR | -0.418 | 0.498 | 1.000 | 0.173 | -0.052 | 0.096 |
| ATR_15 | -0.205 | 0.072 | 0.173 | 1.000 | 0.968 | 0.404 |
| ATR_Diff | -0.102 | -0.043 | -0.052 | 0.968 | 1.000 | 0.391 |
| ATR_AvgDiff | -0.208 | -0.039 | 0.096 | 0.404 | 0.391 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Date | Volatility | Volatility_Pct | ATR | ATR_15 | ATR_Diff | ATR_AvgDiff | |
|---|---|---|---|---|---|---|---|
| 266 | 2019-09-04 | 0.631085 | 0.512298 | 1.167242 | 2.88 | 1.712758 | 1.577137 |
| 267 | 2019-09-05 | 0.620153 | 0.216867 | 1.166759 | 1.61 | 0.443241 | 1.520395 |
| 268 | 2019-09-06 | 0.620029 | 0.213525 | 1.119642 | 1.35 | 0.230358 | 1.433746 |
| 269 | 2019-09-09 | 0.616615 | 0.121247 | 1.131666 | 2.38 | 1.248334 | 1.477852 |
| 270 | 2019-09-10 | 0.609571 | 0.000000 | 1.138221 | 1.91 | 0.771779 | 1.511906 |
| 271 | 2019-09-11 | 0.593143 | 0.000000 | 1.175673 | 1.13 | -0.045673 | 1.377690 |
| 272 | 2019-09-12 | 0.592686 | 0.000000 | 1.155295 | 0.55 | -0.605295 | 1.249489 |
| 273 | 2019-09-13 | 0.605182 | 0.221392 | 1.176942 | 2.01 | 0.833058 | 1.283078 |
| 274 | 2019-09-16 | 0.600408 | 0.145471 | 1.140479 | 1.74 | 0.599521 | 1.130784 |
| 275 | 2019-09-17 | 0.597814 | 0.096611 | 1.092447 | 0.90 | -0.192447 | 0.973443 |
| Date | Volatility | Volatility_Pct | ATR | ATR_15 | ATR_Diff | ATR_AvgDiff | |
|---|---|---|---|---|---|---|---|
| 1233 | 2023-07-10 | 0.156053 | 0.302466 | 2.774493 | 7.83 | 5.055507 | 1.721246 |
| 1234 | 2023-07-11 | 0.156497 | 0.367436 | 2.769526 | 7.52 | 4.750474 | 2.014585 |
| 1235 | 2023-07-12 | 0.154925 | 0.213313 | 2.826225 | 2.81 | -0.016225 | 1.878502 |
| 1236 | 2023-07-13 | 0.154277 | 0.189892 | 2.732476 | 0.63 | -2.102476 | 1.482379 |
| 1237 | 2023-07-14 | 0.154143 | 0.173254 | 2.653645 | 8.69 | 6.036355 | 1.823687 |
| 1238 | 2023-07-17 | 0.151428 | 0.000000 | 2.718068 | 15.12 | 12.401932 | 2.347664 |
| 1239 | 2023-07-18 | 0.151544 | 0.017469 | 2.663530 | 13.91 | 11.246470 | 2.718842 |
| 1240 | 2023-07-19 | 0.150086 | 0.000000 | 2.857295 | 16.89 | 14.032705 | 3.371319 |
| 1241 | 2023-07-20 | 0.151152 | 0.166336 | 2.930809 | 15.14 | 12.209191 | 4.110742 |
| 1242 | 2023-07-21 | 0.151993 | 0.297466 | 2.984088 | 13.90 | 10.915912 | 4.858070 |